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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Volatility MCP

37

An MCP server that enables AI assistants to perform memory forensics by wrapping Volatility 3 plugins into accessible tools for analyzing process lists and network connections.

2 tools

Bluesky

37

A comprehensive MCP server that bridges Claude with the Bluesky social network, allowing for post creation, timeline analysis, user management, and advanced content discovery via the ATProtocol.

18 tools

HeyGen

37

The HeyGen MCP server enables AI agents to generate professional avatar videos by providing tools for selecting voices/avatars, checking credit balance, and monitoring video generation status.

6 tools

mcp-android-server-python

37

An MCP server for Android automation that enables AI agents to control devices using uiautomator2. It supports device management, application control, screen manipulation, and UI inspection via natural language.

28 tools

vancouver

37

A library for building Model Context Protocol servers in Elixir, specifically designed for seamless integration with Phoenix and Bandit servers.

1 tool

syrin

37

Syrin is a runtime intelligence system and developer tool for MCP servers that provides static tool contract analysis, protocol validation, and governed interactive execution.

agentos

Needs Setup
37

Build and manage policy-compliant AI agents with safety enforcement and compliance checking

openrouter-deep-research-mcp

37

A sophisticated multi-agent orchestrator for OpenRouter that conducts deep research using ensemble consensus, hybrid search, and on-the-fly PGlite database indexing. It features autonomous agent workflows, knowledge graph exploration, and a job system with SSE streaming.

33 tools

DeepCo

37

DeepCo is a multi-platform LLM chat client that supports various API providers and character management, featuring built-in support for the Model Context Protocol (MCP).

mcp-summarization-functions

37

A utility MCP server that optimizes AI agent context windows by providing intelligent summarization for command outputs, file contents, and directory structures across multiple AI providers.

5 tools

nostr-mcp

37

A Nostr MCP server that enables AI models to interact with the decentralized Nostr protocol, allowing them to post notes and send Lightning zaps through connected relays.

2 tools

lighthouse-mcp-server

37

A comprehensive web auditing MCP server that integrates Google Lighthouse to perform detailed performance, accessibility, SEO, and security assessments directly within AI agents.

12 tools

IlyaGusev-academia_mcp

37

A comprehensive scholarly research MCP server that enables searching arXiv, ACL Anthology, and Hugging Face, managing citations via Semantic Scholar, and automating LaTeX compilation or PDF analysis.

21 tools

Nuclei

37

A specialized MCP server that integrates the Nuclei vulnerability scanner to automate security assessments, template management, and structured vulnerability reporting.

6 tools

asya

37

Asya is an actor-based orchestration framework for AI/ML workloads on Kubernetes, featuring independent scaling and zero-infrastructure Python handlers. It uses a sidecar pattern to manage message routing and KEDA for auto-scaling actors from zero based on queue depth.

Paddle

37

Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.

83 tools

pbixray-mcp-server

37

A specialized MCP server that allows LLMs to analyze, explore, and query Power BI (.pbix) files by exposing data model metadata, DAX measures, Power Query code, and table contents.

14 tools

offeryn

37

Build tools for LLMs in Rust using Model Context Protocol

4 tools

mcp-devkit-server

Needs Setup
37

A comprehensive developer toolkit that enables AI assistants to manage Mapbox styles, access technical documentation, handle access tokens, and process geospatial data via the Mapbox APIs.

15 tools

mcp-panther

37

A security operations MCP server that enables AI agents to manage alerts, write and tune detections, and query logs directly within the Panther security data platform.

36 tools

Corporate Dystopia Toolkit

37

MCP (Model Context Protocol) Server. Provides a satirical corporate dystopia toolkit with HR-related tools that parody toxic workplace behaviors through functions for requesting raises, filing complaints, scheduling inconvenient meetings, and generating corporate jargon.

12 tools

Web Crawler Data Bridge

37

An MCP server that provides advanced search, filtering, and retrieval for web crawl data from various tools like ArchiveBox, HTTrack, and Katana. It enables AI models to perform technical SEO audits, broken link detection, and content analysis using structured boolean queries and token-efficient data transformations.

GitLab Code Review

37

MCP (Model Context Protocol) Server. Integrates with GitLab to enable code review of merge requests, allowing detailed analysis of diffs, commenting, and approval directly within the developer workflow.

8 tools

Simple File Vector Store

37

MCP (Model Context Protocol) Server. Provides semantic search capabilities for local files and directories using vector embeddings and efficient storage techniques.

2 tools

LangGraph Coding Team

37

MCP (Model Context Protocol) Server. Create coding agents to generate implementation options.

7 tools

okta-mcp-server

37

A specialized MCP server for IAM engineers and security teams that provides deep integration with Okta environments, featuring advanced security risk assessment and application access troubleshooting tools.

20 tools

Binance

37

- Unofficial tools and server implementation for Binance's Model Context Protocol (MCP). Designed to support developers building crypto trading AI Agents.

15 tools

Xiaohongshu Search and Comment

37

A specialized MCP server for automating Xiaohongshu (Little Red Book) interactions, enabling AI to search notes, extract content/comments, and post smart interactions for market research and social media management.

5 tools

Freshdesk

37

A comprehensive MCP server enabling AI models to manage Freshdesk support operations, including tickets, agents, contacts, and company data through the official Freshdesk API.

28 tools

PowerPoint Automation

37

MCP (Model Context Protocol) Server. Enables direct control of Microsoft PowerPoint through natural language commands, leveraging the PowerPoint COM API to create, edit, and manage presentations without switching applications.

12 tools